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1.
J Pharm Health Care Sci ; 10(1): 48, 2024 Aug 05.
Artículo en Inglés | MEDLINE | ID: mdl-39103904

RESUMEN

BACKGROUND: Drug-drug interactions (DDIs) increase the incidence of adverse drug reactions (ADRs). In a previous report, we revealed that the incidence of potential DDIs due to the same CYP molecular species in one prescription exceeds 90% among patients taking six or more drugs and that CYP3A4 markedly influences the increase in the number of potential DDIs in clinical practice. However, the factors contributing to an increased number of potential DDIs in prescriptions from multiple clinical departments remain poorly clarified. METHODS: This observational study was performed at five pharmacies in Okayama Prefecture, Japan. Patients who visited these pharmacies from 11 April 2022 to 24 April 2022 were included, except those who had prescriptions only from a single clinical department. A stratified analysis was performed to determine the incidence of CYP3A4-related potential DDIs according to the number of drugs taken. Additionally, factors associated with an increase in the number of drugs involved in CYP3A4-related potential DDIs were identified using multiple linear regression analysis. In this study, potential DDIs for the prescription data subdivided by clinical department, containing two or more drugs, were used as control data. RESULTS: Overall, 372 outpatients who received prescriptions from multiple clinical departments were included in the current study. The number of drugs contributing to CYP3A4-related potential DDIs increased with an increase in the number of clinical departments. Notably, in cases taking fewer than six drugs, prescriptions from multiple clinical departments had a higher frequency of CYP3A4-related potential DDIs than those in prescriptions subdivided by clinical department. Multiple regression analysis identified "Cardiovascular agents", "Agents affecting central nervous system", and "Urogenital and anal organ agents" as the top three drug classes that increase CYP3A4-related potential DDIs. CONCLUSION: Collectively, these results highlight the importance of a unified management strategy for prescribed drugs and continuous monitoring of ADRs in outpatients receiving prescriptions from multiple clinical departments even if the number of drugs taken is less than six.

2.
J Clin Oncol ; : JCO2401001, 2024 Jun 10.
Artículo en Inglés | MEDLINE | ID: mdl-38857463

RESUMEN

PURPOSE: Phase 3 studies of intravenous amivantamab demonstrated efficacy across EGFR-mutated advanced non-small cell lung cancer (NSCLC). A subcutaneous formulation could improve tolerability and reduce administration time while maintaining efficacy. PATIENTS AND METHODS: Patients with EGFR-mutated advanced NSCLC who progressed following osimertinib and platinum-based chemotherapy were randomized 1:1 to receive subcutaneous or intravenous amivantamab, both combined with lazertinib. Co-primary pharmacokinetic noninferiority endpoints were trough concentrations (Ctrough; on cycle-2-day-1 or cycle-4-day-1) and cycle-2 area under the curve (AUCD1-D15). Key secondary endpoints were objective response rate (ORR) and progression-free survival (PFS). Overall survival (OS) was a predefined exploratory endpoint. RESULTS: Overall, 418 patients underwent randomization (subcutaneous group, n=206; intravenous group, n=212). Geometric mean ratios of Ctrough for subcutaneous to intravenous amivantamab were 1.15 (90% CI, 1.04-1.26) at cycle-2-day-1 and 1.42 (90% CI, 1.27-1.61) at cycle-4-day-1; the cycle-2 AUCD1-D15 was 1.03 (90% CI, 0.98-1.09). ORR was 30% in the subcutaneous and 33% in the intravenous group; median PFS was 6.1 and 4.3 months, respectively. OS was significantly longer in the subcutaneous versus intravenous group (hazard ratio for death, 0.62; 95% CI, 0.42-0.92; nominal P=0.02). Fewer patients in the subcutaneous group experienced infusion-related reactions (13% versus 66%) and venous thromboembolism (9% versus 14%) versus the intravenous group. Median administration time for first infusion was reduced to 4.8 minutes (range, 0-18) for subcutaneous amivantamab from 5 hours (range, 0.2-9.9) for intravenous amivantamab. During cycle-1-day-1, 85% and 52% of patients in the subcutaneous and intravenous groups, respectively, considered treatment convenient; end-of-treatment rates were 85% and 35%, respectively. CONCLUSION: Subcutaneous amivantamab-lazertinib demonstrated noninferiority to intravenous amivantamab-lazertinib, offering a consistent safety profile with reduced infusion-related reactions, increased convenience, and prolonged survival.

3.
Front Neurosci ; 18: 1412509, 2024.
Artículo en Inglés | MEDLINE | ID: mdl-38903603

RESUMEN

Reward-seeking behavior is frequently associated with risk of punishment. There are two types of punishment: positive punishment, which is defined as addition of an aversive stimulus, and negative punishment, involves the omission of a rewarding outcome. Although the medial prefrontal cortex (mPFC) is important in avoiding punishment, whether it is important for avoiding both positive and negative punishment and how it contributes to such avoidance are not clear. In this study, we trained male mice to perform decision-making tasks under the risks of positive (air-puff stimulus) and negative (reward omission) punishment, and modeled their behavior with reinforcement learning. Following the training, we pharmacologically inhibited the mPFC. We found that pharmacological inactivation of mPFC enhanced the reward-seeking choice under the risk of positive, but not negative, punishment. In reinforcement learning models, this behavioral change was well-explained as an increase in sensitivity to reward, rather than a decrease in the strength of aversion to punishment. Our results suggest that mPFC suppresses reward-seeking behavior by reducing sensitivity to reward under the risk of positive punishment.

4.
Clin Pharmacol Ther ; 115(6): 1372-1382, 2024 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-38441177

RESUMEN

With the coronavirus disease 2019 (COVID-19) pandemic, there is growing interest in utilizing adaptive platform clinical trials (APTs), in which multiple drugs are compared with a single common control group, such as a placebo or standard-of-care group. APTs evaluate several drugs for one disease and accept additions or exclusions of drugs as the trials progress; however, little is known about the efficiency of APTs over multiple stand-alone trials. In this study, we simulated the total development period, total sample size, and statistical operating characteristics of APTs and multiple stand-alone trials in drug development settings for hospitalized patients with COVID-19. Simulation studies using selected scenarios reconfirmed several findings regarding the efficiency of APTs. The APTs without staggered addition of drugs showed a shorter total development period than stand-alone trials, but the difference rapidly diminished if patient's enrollment was accelerated during the trials owing to the spread of infection. APTs with staggered addition of drugs still have the possibility of reducing the total development period compared with multiple stand-alone trials in some cases. Our study demonstrated that APTs could improve efficiency relative to multiple stand-alone trials regarding the total development period and total sample size without undermining statistical validity; however, this improvement varies depending on the speed of patient enrollment, sample size, presence/absence of family-wise error rate adjustment, allocation ratio between drug and placebo groups, and interval of staggered addition of drugs. Given the complexity of planning and implementing APT, the decision to implement APT during a pandemic must be made carefully.


Asunto(s)
Tratamiento Farmacológico de COVID-19 , COVID-19 , Simulación por Computador , Desarrollo de Medicamentos , Humanos , Desarrollo de Medicamentos/métodos , COVID-19/epidemiología , Tamaño de la Muestra , Pandemias , SARS-CoV-2 , Ensayos Clínicos como Asunto/métodos , Antivirales/uso terapéutico , Ensayos Clínicos Adaptativos como Asunto , Proyectos de Investigación
5.
Vaccines (Basel) ; 11(12)2023 Nov 27.
Artículo en Inglés | MEDLINE | ID: mdl-38140172

RESUMEN

mRNA vaccines against severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) have played a key role in reducing morbidity and mortality from coronavirus disease 2019 (COVID-19). We conducted a double-blind, placebo-controlled phase I/II trial to evaluate the safety, tolerability, and immunogenicity of EXG-5003, a two-dose, controllable self-replicating RNA vaccine against SARS-CoV-2. EXG-5003 encodes the receptor binding domain (RBD) of SARS-CoV-2 and was administered intradermally without lipid nanoparticles (LNPs). The participants were followed for 12 months. Forty healthy participants were enrolled in Cohort 1 (5 µg per dose, n = 16; placebo, n = 4) and Cohort 2 (25 µg per dose, n = 16; placebo, n = 4). No safety concerns were observed with EXG-5003 administration. SARS-CoV-2 RBD antibody titers and neutralizing antibody titers were not elevated in either cohort. Elicitation of antigen-specific cellular immunity was observed in the EXG-5003 recipients in Cohort 2. At the 12-month follow-up, participants who had received an approved mRNA vaccine (BNT162b2 or mRNA-1273) >1 month after receiving the second dose of EXG-5003 showed higher cellular responses compared with equivalently vaccinated participants in the placebo group. The findings suggest a priming effect of EXG-5003 on the long-term cellular immunity of approved SARS-CoV-2 mRNA vaccines.

6.
J Clin Med ; 12(22)2023 Nov 09.
Artículo en Inglés | MEDLINE | ID: mdl-38002612

RESUMEN

Naldemedine is structurally designed to prevent passage across the blood-brain barrier (BBB), resulting in the attenuation of opioid-induced constipation without interfering with the analgesic effects of opioids. However, the influence of brain metastasis (BM), as one indicator of BBB disruption, on the analgesic effects of opioids in patients treated with naldemedine remains unclear. To examine whether the analgesic effects of opioids following naldemedine treatment are lower in patients with BM than in those without BM, we surveyed inpatients with lung and breast cancers treated with naldemedine at Fujita Health University Hospital between April 2017 and March 2022. Changes in the numeric rating scale (NRS) scores, morphine milligram equivalents (MMEs), and the number of rescues were assessed as analgesia-related outcomes during the first 7 days of naldemedine treatment in patients with or without BM, matched by the propensity score. In total, 172 patients were enrolled. After propensity-score matching, 30 patients with BM and 60 patients without BM were included in the analysis. Changes in NRS scores, MMEs, and the number of rescues did not differ between patients with and without BM. In the linear mixed-effects model, the coefficient of interaction between patients with or without BM and the days for each outcome was not statistically significant. BM does not influence the analgesic effect of opioids in patients with lung and breast cancers treated with naldemedine. Naldemedine may be useful for treating BM.

7.
Cancer Med ; 12(15): 15955-15969, 2023 08.
Artículo en Inglés | MEDLINE | ID: mdl-37351560

RESUMEN

BACKGROUND: The Cockcroft-Gault formula is commonly used as a substitute for glomerular filtration rate (GFR) in Calvert's formula for carboplatin dosing, where adjusting serum creatinine measured using the enzymatic method with 0.2 mg/dL has been suggested in Japan. However, the effects of these adjustments on efficacy in patients with non-small-cell lung cancer remain unknown. METHODS: We conducted a post hoc analysis of the PREDICT1 study (CJLSG1201), a multicenter prospective observational trial of carboplatin-pemetrexed. Glomerular filtration rate values in Calvert's formula were back-calculated from the administered dosages of carboplatin and the reported value of the target area under the curve. We estimated the serum creatinine adjustments and divided the patients into crude and adjusted groups. RESULTS: Patients in the crude group (N = 169) demonstrated similar efficacy to those in the adjusted group (N = 104) in progression-free survival (PFS) and overall survival (OS) (hazard ratio [HR], 1.02; 95% confidence interval [CI], 0.76-1.35; p = 0.916 vs. HR, 0.87; 95% CI, 0.65-1.17; p = 0.363), with higher grade 3-4 hematologic toxicity. Among patients aged ≥75 years, the crude group (N = 47) showed superior efficacy compared with the adjusted group (N = 17) in PFS and OS (HR, 0.37; 95% CI, 0.20-0.69; p = 0.002 vs. HR, 0.43; 95% CI, 0.23-0.82; p = 0.010). CONCLUSIONS: Serum creatinine adjustment may be associated with similar efficacy compared to the crude serum creatinine value. In older patients, the adjustment should be cautiously applied owing to the potential for reduced efficacy.


Asunto(s)
Antineoplásicos , Carcinoma de Pulmón de Células no Pequeñas , Neoplasias Pulmonares , Humanos , Anciano , Carboplatino , Neoplasias Pulmonares/tratamiento farmacológico , Creatinina/uso terapéutico , Antineoplásicos/uso terapéutico , Carcinoma de Pulmón de Células no Pequeñas/tratamiento farmacológico , Resultado del Tratamiento , Tasa de Filtración Glomerular
9.
J Infect Chemother ; 29(2): 150-156, 2023 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-36307058

RESUMEN

INTRODUCTION: Favipiravir, an antiviral agent with activity against SARS-CoV-2, was made available to hospitals in Japan for off-label use among COVID-19 patients between 2020 and 2021. METHODS: A nationwide observational cohort study was conducted on patients who received favipiravir as part of clinical care between February 2020 and December 2021. Information was collected on demographics, comorbidities, severity of illness, use of favipiravir and other medications targeting COVID-19, adverse events, clinical status at 7 and 14 days and clinical outcome one month after admission to the hospital. RESULTS: A total of 17,508 hospitalized patients who received favipiravir were registered from 884 hospitals. In terms of demographics, 55.9% were age ≥60 years, and 62.3% were male. At least one of the four surveyed comorbidities was present in 45.5% of the patients. The rates of clinical improvement at 7 and 14 days were 72.4% and 87.5%, 61.4% and 76.6%, and 45.4% and 59.5% for mild, moderate, and severe diseases, respectively. The case fatality rates within a month from hospitalization were 3.3%, 12.6%, and 29.1% for mild, moderate, and severe diseases, respectively. Significant correlations were observed between death and advanced age, male sex, moderate or severe disease, diabetes, cardiovascular diseases, and immunosuppression. Commonly reported adverse events included uric acid level increase or hyperuricemia (16.8%), liver function abnormalities (6.9%), and rash (1.0%). CONCLUSIONS: Favipiravir was well tolerated among COVID-19 patients. The study provides insights into the use of this agent at hospitals across Japan in the early phase of the pandemic.


Asunto(s)
COVID-19 , Humanos , Masculino , Persona de Mediana Edad , Femenino , SARS-CoV-2 , Amidas/efectos adversos , Antivirales/efectos adversos , Estudios de Cohortes , Resultado del Tratamiento
11.
Clin Lung Cancer ; 23(7): 585-592, 2022 11.
Artículo en Inglés | MEDLINE | ID: mdl-36114096

RESUMEN

BACKGROUND: Renal impairment can affect treatment tolerability and outcome in individuals with cancer. We aimed to assess the safety and efficacy of nab-paclitaxel for previously treated patients with advanced non-small cell lung cancer (NSCLC) and renal impairment enrolled in a phase 3 trial of nab-paclitaxel vs. docetaxel. PATIENTS AND METHODS: Previously treated NSCLC patients were randomly allocated (1:1) to receive docetaxel (60 mg/m²) on day 1 or nab-paclitaxel (100 mg/m²) on days 1, 8, and 15 of a 21-day cycle. Safety and efficacy outcomes of treatment were evaluated according to renal function. RESULTS: Among the 503 patients enrolled in the phase 3 trial, 17.3% had moderate renal impairment (creatinine clearance of ≤50 mL/min, n = 49 for docetaxel and n = 38 for nab-paclitaxel) and 53.1% had mild renal impairment (creatinine clearance of >50 to ≤80 mL/min, n = 133 for docetaxel and n = 134 for nab-paclitaxel). For patients with renal impairment, the incidence of febrile neutropenia was lower in the nab-paclitaxel group than in the docetaxel group. The difference in treatment efficacy for nab-paclitaxel vs. docetaxel among patients with moderate or mild renal impairment was similar to that among the overall study population. CONCLUSION: Nab-paclitaxel was found to be tolerable and beneficial for previously treated patients with advanced NSCLC and mild or moderate renal impairment.


Asunto(s)
Carcinoma de Pulmón de Células no Pequeñas , Neoplasias Pulmonares , Humanos , Protocolos de Quimioterapia Combinada Antineoplásica/efectos adversos , Carcinoma de Pulmón de Células no Pequeñas/tratamiento farmacológico , Carcinoma de Pulmón de Células no Pequeñas/etiología , Creatinina/uso terapéutico , Docetaxel/uso terapéutico , Neoplasias Pulmonares/tratamiento farmacológico , Neoplasias Pulmonares/etiología
12.
Int J Clin Oncol ; 27(12): 1828-1838, 2022 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-36036294

RESUMEN

BACKGROUND: We evaluated the safety and efficacy of the anaplastic lymphoma kinase (ALK) tyrosine kinase inhibitor (TKI) brigatinib in Japanese patients with TKI-naive ALK-positive non-small cell lung cancer (NSCLC) from the phase 2, open-label, single-arm, multicenter J-ALTA study. METHODS: In the TKI-naive cohort of J-ALTA, the primary end point was independent review committee (IRC)-assessed 12-month progression-free survival (PFS). Secondary end points included objective response rate (ORR), intracranial response, overall survival (OS), and safety. RESULTS: The data were cut approximately 12 months after last patient enrollment. Thirty-two patients with ALK TKI-naive ALK-positive NSCLC were enrolled (median age [range], 60.5 [29-85] years; median duration of follow-up, 14.2 [3.2-19.3] months; median treatment duration, 13.8 [0.4-19.3] months). IRC-assessed 12-month PFS was 93.0% (90% confidence interval (CI) 79.2-97.8%); ORR, 96.9% (95% CI 83.8-99.9%), 12-month OS, 96.9% (95% CI 79.8-99.6%), and median OS was not reached. Of five patients with measurable baseline CNS metastases, two had partial intracranial response. The most common treatment-emergent adverse events were increased blood creatine phosphokinase (81%), hypertension (59%), and diarrhea (47%). Grade ≥ 3 adverse events occurred in 91% of patients; pneumonitis was reported in 3 (9%) patients. CONCLUSIONS: In the J-ALTA TKI-naive cohort, brigatinib demonstrated clinically meaningful efficacy consistent with the international phase 3 study. The safety profile in Japanese patients was consistent with previous studies. Brigatinib is an important first-line option for Japanese patients with ALK-positive NSCLC. CLINICAL REGISTRATION: NCT03410108.


Asunto(s)
Carcinoma de Pulmón de Células no Pequeñas , Neoplasias Pulmonares , Humanos , Persona de Mediana Edad , Carcinoma de Pulmón de Células no Pequeñas/tratamiento farmacológico , Carcinoma de Pulmón de Células no Pequeñas/genética , Carcinoma de Pulmón de Células no Pequeñas/patología , Quinasa de Linfoma Anaplásico/genética , Proteínas Tirosina Quinasas , Neoplasias Pulmonares/tratamiento farmacológico , Neoplasias Pulmonares/genética , Japón , Inhibidores de Proteínas Quinasas/efectos adversos
13.
Anticancer Res ; 42(9): 4439-4451, 2022 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-36039456

RESUMEN

BACKGROUND/AIM: The systemic administration of anticancer drugs may cause ocular adverse reactions (OARs). However, such adverse events are generally rare and occur with an unknown frequency. This study aimed to investigate the tendency of occurrence of OARs induced by systemic anticancer drugs using a large spontaneous pharmacovigilance database in Japan. PATIENTS AND METHODS: The safety signals for eight OARs (periorbital and eyelid, conjunctival, corneal, scleral, lacrimal, lens, retinal, and optic nerve disorders) and their associations with anticancer drugs were evaluated by analyzing reporting odds ratios (RORs) and information components (ICs) based on data from the Japanese Adverse Drug Event Report (JADER). RESULTS: Safety signals associated with anticancer drugs were detected for periorbital and eyelid disorders (imatinib), conjunctival disorders (imatinib and lapatinib), corneal disorders (S-1, erlotinib, capecitabine, cetuximab, gefitinib, vandetanib, trastuzumab emtansine, lapatinib), lacrimal disorders (S-1, pembrolizumab), lens disorders (lenalidomide, pomalidomide, elotuzumab, tamoxifen, bexarotene, venetoclax), retinal disorders (encorafenib, binimetinib, tamoxifen, nab-paclitaxel, trametinib, dabrafenib), and optic nerve disorders (tamoxifen and blinatumomab). Some anticancer drugs showed differences in safety signals based on sex and age. CONCLUSION: Safety signals indicative of the risk of occurrence of OARs were observed for several anticancer drugs, and several hitherto unreported ocular adverse events requiring caution were also detected. Our results will help predict the occurrence of OARs by oncologists, ophthalmologists, pharmacists, and other healthcare professionals.


Asunto(s)
Antineoplásicos , Efectos Colaterales y Reacciones Adversas Relacionados con Medicamentos , Sistemas de Registro de Reacción Adversa a Medicamentos , Antineoplásicos/efectos adversos , Bases de Datos Factuales , Efectos Colaterales y Reacciones Adversas Relacionados con Medicamentos/epidemiología , Humanos , Mesilato de Imatinib , Japón/epidemiología , Lapatinib , Farmacovigilancia , Tamoxifeno
14.
Nagoya J Med Sci ; 84(2): 247-259, 2022 May.
Artículo en Inglés | MEDLINE | ID: mdl-35967943

RESUMEN

Staphylococcus aureus (S. aureus) is increasing in prevalence as a causative pathogen of community-acquired pneumonia (CAP). However, reports on the clinical features and mortality risk factors for S. aureus CAP are limited. We therefore aimed to identify the clinical characteristics and risk factors for mortality in these patients. We performed a post hoc and multivariate analysis of a multicenter prospective observational study that included adult hospitalized patients with S. aureus CAP. To elucidate the features of S. aureus CAP, we comparatively analyzed pneumococcal CAP (PCAP). We analyzed 196 patients with S. aureus CAP and 198 patients with PCAP. S. aureus CAP had a 30-day mortality of 16% (31/196) and a higher frequency of factors such as advanced age, comorbidities, poor functional ability, altered mental status, hypoalbuminemia, hyponatremia/hypernatremia, acidemia, and hypoxemia. In the multivariate analysis, the significant risk factors for mortality in S. aureus CAP were PaO2/FiO2 ≤250 [adjusted odds ratio (AOR), 3.29; 95% confidence interval (CI), 1.20-9.04] and albumin <3.0 g/dL (AOR, 2.41; 95% CI, 1.01-5.83). Non-ambulatory status tended to increase the risk (AOR, 2.40; 95% CI, 0.93-6.17). Methicillin resistance was not associated with mortality. In PCAP, hypoalbuminemia and non-ambulatory status affected mortality but hypoxemia did not. In conclusion, patients with S. aureus CAP have distinct clinical features, and their mortality risk factors can include hypoxemia and hypoalbuminemia. Physicians should recognize that the factors influencing mortality might differ somewhat among causative pathogens, and appropriate management should be performed after obtaining information on the causative pathogen.


Asunto(s)
Infecciones Comunitarias Adquiridas , Hipoalbuminemia , Neumonía Estafilocócica , Adulto , Humanos , Hipoalbuminemia/complicaciones , Hipoxia , Neumonía Estafilocócica/complicaciones , Factores de Riesgo , Staphylococcus aureus
15.
Sci Rep ; 12(1): 12867, 2022 07 27.
Artículo en Inglés | MEDLINE | ID: mdl-35896575

RESUMEN

Artificial intelligence (AI) applications in medical imaging continue facing the difficulty in collecting and using large datasets. One method proposed for solving this problem is data augmentation using fictitious images generated by generative adversarial networks (GANs). However, applying a GAN as a data augmentation technique has not been explored, owing to the quality and diversity of the generated images. To promote such applications by generating diverse images, this study aims to generate free-form lesion images from tumor sketches using a pix2pix-based model, which is an image-to-image translation model derived from GAN. As pix2pix, which assumes one-to-one image generation, is unsuitable for data augmentation, we propose StylePix2pix, which is independently improved to allow one-to-many image generation. The proposed model introduces a mapping network and style blocks from StyleGAN. Image generation results based on 20 tumor sketches created by a physician demonstrated that the proposed method can reproduce tumors with complex shapes. Additionally, the one-to-many image generation of StylePix2pix suggests effectiveness in data-augmentation applications.


Asunto(s)
Procesamiento de Imagen Asistido por Computador , Neoplasias Pulmonares , Inteligencia Artificial , Humanos , Procesamiento de Imagen Asistido por Computador/métodos , Neoplasias Pulmonares/diagnóstico por imagen , Redes Neurales de la Computación , Tomografía Computarizada por Rayos X
16.
Nihon Hoshasen Gijutsu Gakkai Zasshi ; 78(8): 829-837, 2022 Aug 20.
Artículo en Japonés | MEDLINE | ID: mdl-35811128

RESUMEN

PURPOSE: Lung cancer accounts for the largest number of deaths among malignant tumors. Recently, more and more patients are concerned about their own life expectancy. CT examination is essential for the diagnosis of lung cancer. However, it is difficult to accurately predict the prognosis using CT images. In this study, we developed a method to predict the prognosis of lung cancer patients from CT images using a convolutional neural network (CNN) and a machine learning method. METHODS: In this study, the CT images of 173 lung cancer patients were collected. First, we selected the slice with the largest tumor size in each case and extracted features using a CNN. Next, we performed feature selection using information gain and predicted alive or death by classifiers. An artificial neural network or Naïve Bayes was used as a classifier and alive and death were predicted at one-year intervals from one year to five years later. RESULTS: We evaluated the prediction accuracy via the three-fold cross-validation method and found that the prediction accuracies were around 80% for all periods from 1 to 5 years. In the evaluation of the survival curve, the shape of the curve was close to the actual curve. CONCLUSION: These results indicate that feature extraction by a CNN and classification by the machine learning method may be effective in predicting the prognosis of lung cancer patients using CT images.


Asunto(s)
Algoritmos , Neoplasias Pulmonares , Teorema de Bayes , Humanos , Neoplasias Pulmonares/diagnóstico por imagen , Aprendizaje Automático , Redes Neurales de la Computación , Pronóstico , Tomografía Computarizada por Rayos X/métodos
18.
Eur Respir J ; 60(6)2022 12.
Artículo en Inglés | MEDLINE | ID: mdl-35361630

RESUMEN

BACKGROUND: Idiopathic pulmonary fibrosis (IPF) is a fatal lung disease implicated as an independent risk factor for lung cancer. However, optimal treatment for advanced lung cancer with IPF remains to be established. We performed a randomised phase 3 trial (J-SONIC) to assess the efficacy and safety of nintedanib plus chemotherapy (experimental arm) compared with chemotherapy alone (standard-of-care arm) for advanced nonsmall cell lung cancer (NSCLC) with IPF. METHODS: Chemotherapy-naïve advanced NSCLC patients with IPF were allocated to receive carboplatin (area under the curve of 6 on day 1) plus nanoparticle albumin-bound paclitaxel (nab-paclitaxel) (100 mg·m-2 on days 1, 8 and 15) every 3 weeks with or without nintedanib (150 mg twice daily, daily). The primary end-point was exacerbation-free survival (EFS). RESULTS: Between May 2017 and February 2020, 243 patients were enrolled. Median EFS was 14.6 months in the nintedanib plus chemotherapy group and 11.8 months in the chemotherapy group (hazard ratio (HR) 0.89, 90% CI 0.67-1.17; p=0.24), whereas median progression-free survival was 6.2 and 5.5 months, respectively (HR 0.68, 95% CI 0.50-0.92). Overall survival was improved by nintedanib in patients with nonsquamous histology (HR 0.61, 95% CI 0.40-0.93) and in those at GAP (gender-age-physiology) stage I (HR 0.61, 95% CI 0.38-0.98). Seven (2.9%) out of 240 patients experienced acute exacerbation during study treatment. CONCLUSIONS: The primary end-point of the study was not met. However, carboplatin plus nab-paclitaxel was found to be effective and tolerable in advanced NSCLC patients with IPF. Moreover, nintedanib in combination with such chemotherapy improved overall survival in patients with nonsquamous histology.


Asunto(s)
Protocolos de Quimioterapia Combinada Antineoplásica , Carcinoma de Pulmón de Células no Pequeñas , Fibrosis Pulmonar Idiopática , Neoplasias Pulmonares , Humanos , Protocolos de Quimioterapia Combinada Antineoplásica/efectos adversos , Carboplatino , Carcinoma de Pulmón de Células no Pequeñas/complicaciones , Carcinoma de Pulmón de Células no Pequeñas/tratamiento farmacológico , Fibrosis Pulmonar Idiopática/complicaciones , Fibrosis Pulmonar Idiopática/tratamiento farmacológico , Neoplasias Pulmonares/complicaciones , Neoplasias Pulmonares/tratamiento farmacológico , Paclitaxel , Masculino , Femenino
19.
Jpn J Radiol ; 40(8): 800-813, 2022 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-35396667

RESUMEN

PURPOSE: Using CT findings from a prospective, randomized, open-label multicenter trial of favipiravir treatment of COVID-19 patients, the purpose of this study was to compare the utility of machine learning (ML)-based algorithm with that of CT-determined disease severity score and time from disease onset to CT (i.e., time until CT) in this setting. MATERIALS AND METHODS: From March to May 2020, 32 COVID-19 patients underwent initial chest CT before enrollment were evaluated in this study. Eighteen patients were randomized to start favipiravir on day 1 (early treatment group), and 14 patients on day 6 of study participation (late treatment group). In this study, percentages of ground-glass opacity (GGO), reticulation, consolidation, emphysema, honeycomb, and nodular lesion volumes were calculated as quantitative indexes by means of the software, while CT-determined disease severity was also visually scored. Next, univariate and stepwise regression analyses were performed to determine relationships between quantitative indexes and time until CT. Moreover, patient outcomes determined as viral clearance in the first 6 days and duration of fever were compared for those who started therapy within 4, 5, or 6 days as time until CT and those who started later by means of the Kaplan-Meier method followed by Wilcoxon's signed-rank test. RESULTS: % GGO and % consolidation showed significant correlations with time until CT (p < 0.05), and stepwise regression analyses identified both indexes as significant descriptors for time until CT (p < 0.05). When divided all patients between time until CT of 4 days and that of more than 4 days, accuracy of the combined quantitative method (87.5%) was significantly higher than that of the CT disease severity score (62.5%, p = 0.008). CONCLUSION: ML-based CT texture analysis is equally or more useful for predicting time until CT for favipiravir treatment on COVID-19 patients than CT disease severity score.


Asunto(s)
COVID-19 , Algoritmos , Amidas , Inteligencia Artificial , COVID-19/diagnóstico por imagen , Humanos , Pulmón/patología , Estudios Prospectivos , Pirazinas , SARS-CoV-2 , Tomografía Computarizada por Rayos X/métodos
20.
Infect Dis Ther ; 11(3): 1075-1087, 2022 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-35307811

RESUMEN

INTRODUCTION: Several randomized controlled trials have compared the effectiveness of favipiravir with that of placebo. However, evidence regarding its effect on nonsevere, early-stage coronavirus disease 2019 (COVID-19) remains insufficient. METHODS: We used the COVID-19 Registry Japan, a nationwide registry of inpatients with COVID-19, for evaluating the effectiveness of favipiravir on patients with nonsevere, early-stage COVID-19. Eligible patients, who did not need supplementary oxygen therapy at admission, were classified according to two regimens (starting favipiravir therapy within 4 days from admission vs. no favipiravir during hospitalization) and were then compared using a three-step method (cloning, censoring, and weighting). The primary outcome was supplementary oxygen requirement during hospitalization, and the secondary outcomes were the need for invasive mechanical ventilation or extracorporeal membrane oxygenation (IMV/ECMO) and overall mortality at 30 days. RESULTS: A total of 7654 cases were analyzed. The "start favipiravir" regimen did not show substantial differences in the primary outcome [hazard ratio 0.825, 95% confidence interval (CI) 0.657-1.04, p = 0.098] and both of the secondary outcomes [need for IMV/ECMO and overall 30-day mortality, hazard ratio 1.02 (95% CI 0.649-1.60) and 0.869 (95% CI 0.519-1.46), p = 0.929 and 0.594, respectively]. CONCLUSIONS: In this large cohort from a COVID-19 registry, favipiravir was not associated with a positive effect on the clinical outcome on patients with nonsevere, early-stage COVID-19, suggesting that it is not an essential drug for COVID-19 treatment.

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